{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# ABU量化系统使用文档 \n",
    "\n",
    "<center>\n",
    "        <img src=\"./image/abu_logo.png\" alt=\"\" style=\"vertical-align:middle;padding:10px 20px;\"><font size=\"6\" color=\"black\"><b>第27节 狗股选股策略与择时策略的配合</b></font>\n",
    "</center>\n",
    "\n",
    "-----------------\n",
    "\n",
    "\n",
    "作者: 阿布\n",
    "\n",
    "阿布量化版权所有 未经允许 禁止转载\n",
    "\n",
    "[abu量化系统github地址](https://github.com/bbfamily/abu) (欢迎+star)\n",
    "\n",
    "[本节ipython notebook](https://github.com/bbfamily/abu/tree/master/abupy_lecture)\n",
    "\n",
    "上一节示例了周期均值回复短线择时策略，本节的内容将讲解选股策略与择时策略相互配合的示例。\n",
    "\n",
    "择时与选股操作是交易系统中两大重点，它们之间的关系是相辅相成的，比如上一节实现的AbuFactorBuyWD策略本质上属于均值回复策略，因为它的买入前提是昨天下跌，今天开盘继续下跌，但是明天是周期内统计上涨概率最大的‘星期几’，量化交易本质上在策略中要做事情只有一个**制造非均衡交易环境**，目的就是为了达到**最终非均衡结果赢的钱比输的多**，择时策略和选股策略都是为了这一目标在努力，不同的择时策略应该搭配上适合的选股策略来达到1+1>2的目标，只有将选股和择时配合好，并且彻底理解你的策略，最终才能有好的结果。\n",
    "\n",
    "首先导入本节需要使用的abupy中的模块： "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "enable example env will only read RomDataBu/df_kl.h5\n"
     ]
    }
   ],
   "source": [
    "# 基础库导入\n",
    "\n",
    "from __future__ import print_function\n",
    "from __future__ import division\n",
    "\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "warnings.simplefilter('ignore')\n",
    "\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "import os\n",
    "import sys\n",
    "# 使用insert 0即只使用github，避免交叉使用了pip安装的abupy，导致的版本不一致问题\n",
    "sys.path.insert(0, os.path.abspath('../'))\n",
    "import abupy\n",
    "\n",
    "# 使用沙盒数据，目的是和书中一样的数据环境\n",
    "abupy.env.enable_example_env_ipython()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from abupy import AbuFactorSellNDay, AbuFactorBuyWD, AbuPickStockNTop\n",
    "from abupy import AbuFactorBuyBreak, AbuFactorAtrNStop, AbuFactorPreAtrNStop, AbuWeekMonthBuy\n",
    "from abupy import abu, AbuFactorCloseAtrNStop, ABuProgress, AbuMetricsBase, EMarketTargetType"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1. 狗股理论进行选股\n",
    "\n",
    "狗股理论是美国基金经理迈克尔·奥希金斯于1991年提出的一种投资策略。\n",
    "\n",
    ">投资股票是为了获取回报，纸上富贵固然令人热血沸腾，但现金收入才是实实在在的回报。现金收入来自哪里？可以是公司分红，也可以是卖出股票后获得的差价，即股息和资本利得。\n",
    "公司股息取决于经营状况，如果业绩稳定，分红政策稳定，那么就可以有稳定的现金回报。股价虽然最终取决于公司经营状况，但在很多情况下会发生背离，在市场火爆时股价被捧上天，在市场低迷时又被打入谷底，所以与股息回报相比，资本利得的稳定性不高，不易把握。\n",
    "\n",
    "\n",
    "只所以被称作狗股理论是因为将股票比做骨头，将股息比喻为骨头上的肉，狗会先吃肉最多的骨头。\n",
    "\n",
    "![](./image/gg.jpg)\n",
    "\n",
    "狗股策略具体的做法是，投资者每年年底从道琼斯工业平均指数成份股中找出10只股息率最高的股票，第二年买入这10支股票，一年后再找出10只股息率最高的成分股，卖出手中不在名单中的股票，买入新上榜单的股票，每年年初年底都重复这一投资动作，便可获取超过大盘的回报。\n",
    "\n",
    "下面首先延用周期突破策略做为买入因子，卖出策略也还是继续延用，先回测未使用狗骨选股策略的情况，如下："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "买入后卖出的交易数量:120\n",
      "买入后尚未卖出的交易数量:8\n",
      "胜率:48.3333%\n",
      "平均获利期望:15.4975%\n",
      "平均亏损期望:-6.3393%\n",
      "盈亏比:2.0275\n",
      "策略收益: 43.5203%\n",
      "基准收益: 15.0841%\n",
      "策略年化收益: 21.7601%\n",
      "基准年化收益: 7.5420%\n",
      "策略买入成交比例:66.4062%\n",
      "策略资金利用率比例:38.0034%\n",
      "策略共执行504个交易日\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAzAAAAGGCAYAAACkBGRaAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nxv8H1oiHSdIIru4AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1131dbf28>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cash = 3000000\n",
    "# 延用周期突破策略做为买入因子\n",
    "buy_factors = [{'xd': 21, 'class': AbuFactorBuyBreak},\n",
    "               {'xd': 42, 'class': AbuFactorBuyBreak}]\n",
    "# 卖出策略也还是继续延用\n",
    "sell_factors = [\n",
    "    {'stop_loss_n': 1.0, 'stop_win_n': 3.0,\n",
    "     'class': AbuFactorAtrNStop},\n",
    "    {'class': AbuFactorPreAtrNStop, 'pre_atr_n': 1.5},\n",
    "    {'class': AbuFactorCloseAtrNStop, 'close_atr_n': 1.5}\n",
    "]\n",
    "\n",
    "def run_loo_back(choice_symbols, ps=None, n_folds=2, start=None, end=None, only_info=False):\n",
    "    \"\"\"封装一个回测函数\"\"\"\n",
    "    if choice_symbols[0].startswith('us'):\n",
    "        abupy.env.g_market_target = EMarketTargetType.E_MARKET_TARGET_US\n",
    "    else:\n",
    "        abupy.env.g_market_target = EMarketTargetType.E_MARKET_TARGET_CN\n",
    "    abu_result_tuple, _ = abu.run_loop_back(cash,\n",
    "                                           buy_factors,\n",
    "                                           sell_factors,\n",
    "                                           ps,\n",
    "                                           start=start,\n",
    "                                           end=end,\n",
    "                                           n_folds=n_folds,\n",
    "                                           choice_symbols=choice_symbols)\n",
    "    ABuProgress.clear_output()\n",
    "    AbuMetricsBase.show_general(*abu_result_tuple, returns_cmp=only_info, \n",
    "                                only_info=only_info,\n",
    "                                only_show_returns=True)\n",
    "    return abu_result_tuple\n",
    "\n",
    "# 使用沙盒内的美股做为回测目标\n",
    "us_choice_symbols = ['usTSLA', 'usNOAH', 'usSFUN', 'usBIDU', 'usAAPL', \n",
    "                     'usGOOG', 'usWUBA', 'usVIPS']\n",
    "_ = run_loo_back(us_choice_symbols)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "狗股理论使用的是参考值为股息率，很多基于狗股理论的选股策略进行了基因变种，如使用PEG替换股息率进行选股，或者直接使用上一年度的涨幅值做为选股参数，基于基本面数据进行选股的示例将在之后的章节进行示例，本节首先基于涨幅值做为狗股选股的参数。\n",
    "\n",
    "abupy中内置的选股因子AbuPickStockNTop即是在选股周期上对多只股票涨跌幅进行排序，选取top n个股票做为交易目标，如下示例使用AbuPickStockNTop在选股周期内选择涨幅最大的top3做为交易目标，如下："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "买入后卖出的交易数量:44\n",
      "买入后尚未卖出的交易数量:3\n",
      "胜率:54.5455%\n",
      "平均获利期望:18.3162%\n",
      "平均亏损期望:-8.0148%\n",
      "盈亏比:2.1985\n",
      "策略收益: 33.4785%\n",
      "基准收益: 15.0841%\n",
      "策略年化收益: 16.7392%\n",
      "基准年化收益: 7.5420%\n",
      "策略买入成交比例:97.8723%\n",
      "策略资金利用率比例:23.3310%\n",
      "策略共执行504个交易日\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAzAAAAGGCAYAAACkBGRaAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nEEIIIYQQImlIACOEEEIIIYRIGv8/Kl2eEi7/yfMAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x114b8fa20>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "stock_pickers = [{'class': AbuPickStockNTop,\n",
    "                  'symbol_pool': us_choice_symbols, 'n_top': 3}]\n",
    "abu_result_tuple = run_loo_back(us_choice_symbols, stock_pickers)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "结果如上所示，下面从交易单中可以看到整个择时周期内策略只对三支股票进行了择时："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'usBIDU', 'usVIPS', 'usWUBA'}"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "set(abu_result_tuple.orders_pd.symbol)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "上面虽然也达到了选股的目的，但是整个择时周期内只运行了一次选股策略，即只完成了静态选股，后面的择时周期内很有可能随着时间的推进，选股目标发生了变化，为了解决这个问题，可以将选股策略序列做为择时因子策略的一个参数进行构造，如下所示，这样选股策略即做为择时策略的一个专属因子，它默认在择时周期内每一个月都会重新进行一次选股策略，即完成了动态选股（也可以设置参数改变周期），使用如下所示："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "买入后卖出的交易数量:51\n",
      "买入后尚未卖出的交易数量:3\n",
      "胜率:45.0980%\n",
      "平均获利期望:13.2671%\n",
      "平均亏损期望:-5.3456%\n",
      "盈亏比:1.4457\n",
      "策略收益: 9.2532%\n",
      "基准收益: 15.0841%\n",
      "策略年化收益: 4.6266%\n",
      "基准年化收益: 7.5420%\n",
      "策略买入成交比例:90.7407%\n",
      "策略资金利用率比例:24.1769%\n",
      "策略共执行504个交易日\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAzwAAAGGCAYAAAC+OITUAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n6X7b8QAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11312c358>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "buy_factors = [{'xd': 21, 'class': AbuFactorBuyBreak, 'stock_pickers': stock_pickers},\n",
    "               {'xd': 42, 'class': AbuFactorBuyBreak, 'stock_pickers': stock_pickers}]\n",
    "abu_result_tuple = run_loo_back(us_choice_symbols)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "结果如上所示，下面从交易单中可以看到整个择时周期内策略对多支股票进行了择时，并非只有3支："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'usAAPL', 'usBIDU', 'usGOOG', 'usNOAH', 'usTSLA', 'usVIPS', 'usWUBA'}"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "set(abu_result_tuple.orders_pd.symbol)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "下面更进一步打印出择时周期内每一个月的择时交易目标，可以看到每一个月最多的交易目标数量是3个，即这个月选股结果的3个交易目标都发生了突破的情况，如下所示："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2014-9月选股交易品种{'usTSLA'}\n",
      "2014-10月选股交易品种{'usWUBA', 'usBIDU', 'usVIPS'}\n",
      "2014-11月选股交易品种{'usWUBA', 'usTSLA'}\n",
      "2015-12月选股交易品种set()\n",
      "2015-1月选股交易品种{'usVIPS', 'usAAPL'}\n",
      "2015-2月选股交易品种{'usNOAH', 'usVIPS', 'usAAPL'}\n",
      "2015-3月选股交易品种{'usVIPS'}\n",
      "2015-4月选股交易品种{'usBIDU', 'usNOAH', 'usAAPL'}\n",
      "2015-5月选股交易品种{'usNOAH'}\n",
      "2015-6月选股交易品种{'usWUBA'}\n",
      "2015-7月选股交易品种{'usAAPL'}\n",
      "2015-8月选股交易品种set()\n",
      "2015-9月选股交易品种set()\n",
      "2015-10月选股交易品种{'usWUBA', 'usNOAH', 'usAAPL'}\n",
      "2015-11月选股交易品种{'usWUBA', 'usNOAH', 'usGOOG'}\n",
      "2016-12月选股交易品种set()\n",
      "2016-1月选股交易品种set()\n",
      "2016-2月选股交易品种{'usGOOG'}\n",
      "2016-3月选股交易品种{'usWUBA', 'usNOAH', 'usGOOG'}\n",
      "2016-4月选股交易品种{'usTSLA', 'usGOOG'}\n",
      "2016-5月选股交易品种{'usGOOG'}\n",
      "2016-6月选股交易品种{'usTSLA'}\n",
      "2016-7月选股交易品种{'usNOAH', 'usGOOG'}\n"
     ]
    }
   ],
   "source": [
    "orders_pd = abu_result_tuple.orders_pd\n",
    "date_ind = orders_pd.index\n",
    "\n",
    "def print_month_trade(base_year, range_month):\n",
    "    month_fmt = lambda year, mt: '{}-0{}-01'.format(\n",
    "        year, mt) if mt < 10 else '{}-{}-01'.format(year, mt)\n",
    "    for month in range_month:\n",
    "        if month < 12:\n",
    "            next_month = month + 1\n",
    "            trade_year = base_year\n",
    "        else:\n",
    "            next_month = 1\n",
    "            trade_year = base_year + 1 \n",
    "        print('{}-{}月选股交易品种{}'.format(trade_year, month, \n",
    "                                       set(orders_pd[(date_ind > month_fmt(trade_year, month)) & \n",
    "                                                     (date_ind < month_fmt(trade_year, next_month))].symbol)))\n",
    "        \n",
    "print_month_trade(2014, np.arange(9, 13))\n",
    "print_month_trade(2015, np.arange(1, 13))\n",
    "print_month_trade(2016, np.arange(1, 8))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "上面的选股策略分别使用静态和动态两种模式实现，有些类似静态市盈率和动态市盈率的计算。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2. 选股策略与择时策略的配合\n",
    "\n",
    "本节的重点是讲解择时策略和选股策略的配合，达到1+1>2的目标，首先你要彻底理解你的策略，上面示例的狗骨策略选取的是正向涨幅最大的top支股票，为配合这个选股结果最简单的择时策略可以是每一个月进行一次买入操作，买入上一个月涨幅最高的top支股票，持有一个月后卖出，是一个趋势跟踪的策略："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "买入后卖出的交易数量:69\n",
      "买入后尚未卖出的交易数量:3\n",
      "胜率:43.4783%\n",
      "平均获利期望:10.1924%\n",
      "平均亏损期望:-6.9516%\n",
      "盈亏比:1.0265\n",
      "策略收益: 2.5299%\n",
      "基准收益: 15.0841%\n",
      "策略年化收益: 1.2649%\n",
      "基准年化收益: 7.5420%\n",
      "策略买入成交比例:98.6111%\n",
      "策略资金利用率比例:41.6250%\n",
      "策略共执行504个交易日\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAzwAAAGGCAYAAAC+OITUAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nhBBCCCGEqFn/PzampvrXqkqAAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x113c925f8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\"\"\"\n",
    "    构建选股策略使用AbuPickStockNTop，n_top=3, 注意参数xd=20, \n",
    "    即选股分析周期为20天(选股目标为上一个月涨幅最高的3支股票)\n",
    "\"\"\"\n",
    "stock_pickers = [{'class': AbuPickStockNTop,\n",
    "                  'symbol_pool': us_choice_symbols, 'n_top': 3, 'xd': 20}]\n",
    "\"\"\"\n",
    "    买入因子AbuWeekMonthBuy参数is_buy_month=True在月末买入，\n",
    "    stock_pickers做为买入因子的专属选股因子进行动态选股\n",
    "\"\"\"\n",
    "buy_factors = [{'class': AbuWeekMonthBuy, 'is_buy_month': True, \n",
    "                'stock_pickers': stock_pickers}]\n",
    "\"\"\"卖出因子使用AbuFactorSellNDay，sell_n=20, 即针对买入的股票持有20个交易日（一个月）后卖出\"\"\"\n",
    "sell_factors = [{'class': AbuFactorSellNDay, 'sell_n': 20, 'is_sell_today': True}]\n",
    "# 开始回测\n",
    "abu_result_tuple = run_loo_back(us_choice_symbols)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "针对美股市场的回测如上所示，下面输出交易单可以看到每一个月在月底都买入了3支股票，持有一个月后卖出操作，如下："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>symbol</th>\n",
       "      <th>buy_date</th>\n",
       "      <th>buy_factor</th>\n",
       "      <th>sell_date</th>\n",
       "      <th>sell_type_extra</th>\n",
       "      <th>profit</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2014-07-31</th>\n",
       "      <td>usSFUN</td>\n",
       "      <td>20140731</td>\n",
       "      <td>AbuWeekMonthBuy</td>\n",
       "      <td>20140828</td>\n",
       "      <td>AbuFactorSellNDay:sell_n=20</td>\n",
       "      <td>-4248.59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-07-31</th>\n",
       "      <td>usNOAH</td>\n",
       "      <td>20140731</td>\n",
       "      <td>AbuWeekMonthBuy</td>\n",
       "      <td>20140828</td>\n",
       "      <td>AbuFactorSellNDay:sell_n=20</td>\n",
       "      <td>-16351.96</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-07-31</th>\n",
       "      <td>usBIDU</td>\n",
       "      <td>20140731</td>\n",
       "      <td>AbuWeekMonthBuy</td>\n",
       "      <td>20140828</td>\n",
       "      <td>AbuFactorSellNDay:sell_n=20</td>\n",
       "      <td>-12555.76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-08-29</th>\n",
       "      <td>usTSLA</td>\n",
       "      <td>20140829</td>\n",
       "      <td>AbuWeekMonthBuy</td>\n",
       "      <td>20140929</td>\n",
       "      <td>AbuFactorSellNDay:sell_n=20</td>\n",
       "      <td>-55032.88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-08-29</th>\n",
       "      <td>usBIDU</td>\n",
       "      <td>20140829</td>\n",
       "      <td>AbuWeekMonthBuy</td>\n",
       "      <td>20140929</td>\n",
       "      <td>AbuFactorSellNDay:sell_n=20</td>\n",
       "      <td>15915.36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-08-29</th>\n",
       "      <td>usAAPL</td>\n",
       "      <td>20140829</td>\n",
       "      <td>AbuWeekMonthBuy</td>\n",
       "      <td>20140929</td>\n",
       "      <td>AbuFactorSellNDay:sell_n=20</td>\n",
       "      <td>-11074.23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-09-30</th>\n",
       "      <td>usBIDU</td>\n",
       "      <td>20140930</td>\n",
       "      <td>AbuWeekMonthBuy</td>\n",
       "      <td>20141028</td>\n",
       "      <td>AbuFactorSellNDay:sell_n=20</td>\n",
       "      <td>15721.42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-09-30</th>\n",
       "      <td>usGOOG</td>\n",
       "      <td>20140930</td>\n",
       "      <td>AbuWeekMonthBuy</td>\n",
       "      <td>20141028</td>\n",
       "      <td>AbuFactorSellNDay:sell_n=20</td>\n",
       "      <td>-32323.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-09-30</th>\n",
       "      <td>usAAPL</td>\n",
       "      <td>20140930</td>\n",
       "      <td>AbuWeekMonthBuy</td>\n",
       "      <td>20141028</td>\n",
       "      <td>AbuFactorSellNDay:sell_n=20</td>\n",
       "      <td>28030.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-10-31</th>\n",
       "      <td>usVIPS</td>\n",
       "      <td>20141031</td>\n",
       "      <td>AbuWeekMonthBuy</td>\n",
       "      <td>20141201</td>\n",
       "      <td>AbuFactorSellNDay:sell_n=20</td>\n",
       "      <td>-7422.98</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-10-31</th>\n",
       "      <td>usNOAH</td>\n",
       "      <td>20141031</td>\n",
       "      <td>AbuWeekMonthBuy</td>\n",
       "      <td>20141201</td>\n",
       "      <td>AbuFactorSellNDay:sell_n=20</td>\n",
       "      <td>67149.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-10-31</th>\n",
       "      <td>usBIDU</td>\n",
       "      <td>20141031</td>\n",
       "      <td>AbuWeekMonthBuy</td>\n",
       "      <td>20141201</td>\n",
       "      <td>AbuFactorSellNDay:sell_n=20</td>\n",
       "      <td>-6092.41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-11-28</th>\n",
       "      <td>usNOAH</td>\n",
       "      <td>20141128</td>\n",
       "      <td>AbuWeekMonthBuy</td>\n",
       "      <td>20141229</td>\n",
       "      <td>AbuFactorSellNDay:sell_n=20</td>\n",
       "      <td>36283.92</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-11-28</th>\n",
       "      <td>usAAPL</td>\n",
       "      <td>20141128</td>\n",
       "      <td>AbuWeekMonthBuy</td>\n",
       "      <td>20141229</td>\n",
       "      <td>AbuFactorSellNDay:sell_n=20</td>\n",
       "      <td>-22687.97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-11-28</th>\n",
       "      <td>usWUBA</td>\n",
       "      <td>20141128</td>\n",
       "      <td>AbuWeekMonthBuy</td>\n",
       "      <td>20141229</td>\n",
       "      <td>AbuFactorSellNDay:sell_n=20</td>\n",
       "      <td>-56707.88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-12-31</th>\n",
       "      <td>usGOOG</td>\n",
       "      <td>20141231</td>\n",
       "      <td>AbuWeekMonthBuy</td>\n",
       "      <td>20150130</td>\n",
       "      <td>AbuFactorSellNDay:sell_n=20</td>\n",
       "      <td>-1705.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-12-31</th>\n",
       "      <td>usAAPL</td>\n",
       "      <td>20141231</td>\n",
       "      <td>AbuWeekMonthBuy</td>\n",
       "      <td>20150130</td>\n",
       "      <td>AbuFactorSellNDay:sell_n=20</td>\n",
       "      <td>36287.86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-12-31</th>\n",
       "      <td>usNOAH</td>\n",
       "      <td>20141231</td>\n",
       "      <td>AbuWeekMonthBuy</td>\n",
       "      <td>20150130</td>\n",
       "      <td>AbuFactorSellNDay:sell_n=20</td>\n",
       "      <td>-29766.81</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-01-30</th>\n",
       "      <td>usGOOG</td>\n",
       "      <td>20150130</td>\n",
       "      <td>AbuWeekMonthBuy</td>\n",
       "      <td>20150302</td>\n",
       "      <td>AbuFactorSellNDay:sell_n=20</td>\n",
       "      <td>42927.44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-01-30</th>\n",
       "      <td>usAAPL</td>\n",
       "      <td>20150130</td>\n",
       "      <td>AbuWeekMonthBuy</td>\n",
       "      <td>20150302</td>\n",
       "      <td>AbuFactorSellNDay:sell_n=20</td>\n",
       "      <td>55042.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-01-30</th>\n",
       "      <td>usVIPS</td>\n",
       "      <td>20150130</td>\n",
       "      <td>AbuWeekMonthBuy</td>\n",
       "      <td>20150302</td>\n",
       "      <td>AbuFactorSellNDay:sell_n=20</td>\n",
       "      <td>26093.51</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            symbol  buy_date       buy_factor  sell_date  \\\n",
       "2014-07-31  usSFUN  20140731  AbuWeekMonthBuy   20140828   \n",
       "2014-07-31  usNOAH  20140731  AbuWeekMonthBuy   20140828   \n",
       "2014-07-31  usBIDU  20140731  AbuWeekMonthBuy   20140828   \n",
       "2014-08-29  usTSLA  20140829  AbuWeekMonthBuy   20140929   \n",
       "2014-08-29  usBIDU  20140829  AbuWeekMonthBuy   20140929   \n",
       "2014-08-29  usAAPL  20140829  AbuWeekMonthBuy   20140929   \n",
       "2014-09-30  usBIDU  20140930  AbuWeekMonthBuy   20141028   \n",
       "2014-09-30  usGOOG  20140930  AbuWeekMonthBuy   20141028   \n",
       "2014-09-30  usAAPL  20140930  AbuWeekMonthBuy   20141028   \n",
       "2014-10-31  usVIPS  20141031  AbuWeekMonthBuy   20141201   \n",
       "2014-10-31  usNOAH  20141031  AbuWeekMonthBuy   20141201   \n",
       "2014-10-31  usBIDU  20141031  AbuWeekMonthBuy   20141201   \n",
       "2014-11-28  usNOAH  20141128  AbuWeekMonthBuy   20141229   \n",
       "2014-11-28  usAAPL  20141128  AbuWeekMonthBuy   20141229   \n",
       "2014-11-28  usWUBA  20141128  AbuWeekMonthBuy   20141229   \n",
       "2014-12-31  usGOOG  20141231  AbuWeekMonthBuy   20150130   \n",
       "2014-12-31  usAAPL  20141231  AbuWeekMonthBuy   20150130   \n",
       "2014-12-31  usNOAH  20141231  AbuWeekMonthBuy   20150130   \n",
       "2015-01-30  usGOOG  20150130  AbuWeekMonthBuy   20150302   \n",
       "2015-01-30  usAAPL  20150130  AbuWeekMonthBuy   20150302   \n",
       "2015-01-30  usVIPS  20150130  AbuWeekMonthBuy   20150302   \n",
       "\n",
       "                        sell_type_extra    profit  \n",
       "2014-07-31  AbuFactorSellNDay:sell_n=20  -4248.59  \n",
       "2014-07-31  AbuFactorSellNDay:sell_n=20 -16351.96  \n",
       "2014-07-31  AbuFactorSellNDay:sell_n=20 -12555.76  \n",
       "2014-08-29  AbuFactorSellNDay:sell_n=20 -55032.88  \n",
       "2014-08-29  AbuFactorSellNDay:sell_n=20  15915.36  \n",
       "2014-08-29  AbuFactorSellNDay:sell_n=20 -11074.23  \n",
       "2014-09-30  AbuFactorSellNDay:sell_n=20  15721.42  \n",
       "2014-09-30  AbuFactorSellNDay:sell_n=20 -32323.05  \n",
       "2014-09-30  AbuFactorSellNDay:sell_n=20  28030.95  \n",
       "2014-10-31  AbuFactorSellNDay:sell_n=20  -7422.98  \n",
       "2014-10-31  AbuFactorSellNDay:sell_n=20  67149.60  \n",
       "2014-10-31  AbuFactorSellNDay:sell_n=20  -6092.41  \n",
       "2014-11-28  AbuFactorSellNDay:sell_n=20  36283.92  \n",
       "2014-11-28  AbuFactorSellNDay:sell_n=20 -22687.97  \n",
       "2014-11-28  AbuFactorSellNDay:sell_n=20 -56707.88  \n",
       "2014-12-31  AbuFactorSellNDay:sell_n=20  -1705.17  \n",
       "2014-12-31  AbuFactorSellNDay:sell_n=20  36287.86  \n",
       "2014-12-31  AbuFactorSellNDay:sell_n=20 -29766.81  \n",
       "2015-01-30  AbuFactorSellNDay:sell_n=20  42927.44  \n",
       "2015-01-30  AbuFactorSellNDay:sell_n=20  55042.09  \n",
       "2015-01-30  AbuFactorSellNDay:sell_n=20  26093.51  "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.options.display.max_rows = 21\n",
    "abu_result_tuple.orders_pd.filter(['symbol', 'buy_date', 'buy_factor', \n",
    "                                   'sell_date', 'sell_type_extra', 'profit'])[:21]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "下面将市场切换到沙盒数据中的A股以相同的选股，择时策略进行回测，如下："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "买入后卖出的交易数量:72\n",
      "买入后尚未卖出的交易数量:3\n",
      "胜率:54.1667%\n",
      "平均获利期望:12.0454%\n",
      "平均亏损期望:-8.2560%\n",
      "盈亏比:1.7769\n",
      "策略收益: 25.1469%\n",
      "基准收益: -20.1295%\n",
      "策略年化收益: 12.5735%\n",
      "基准年化收益: -10.0648%\n",
      "策略买入成交比例:89.3333%\n",
      "策略资金利用率比例:43.8296%\n",
      "策略共执行504个交易日\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAzYAAAGGCAYAAACpGhQdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nhBBixpPERgghhBBCCDHj/f+PUNoPjfbcswAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x113b2bc50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# A股中的沙盒symbol数据\n",
    "cn_choice_symbols = ['002230', '300104', '300059', '601766', '600085', \n",
    "                     '600036', '600809', '000002', '002594']\n",
    "# 和上面类似，只是symbol_pool=cn_choice_symbols\n",
    "stock_pickers = [{'class': AbuPickStockNTop,\n",
    "                  'symbol_pool': cn_choice_symbols, 'n_top': 3, 'xd': 20}]\n",
    "buy_factors = [{'class': AbuWeekMonthBuy, 'is_buy_month': True, \n",
    "                'stock_pickers': stock_pickers}]\n",
    "abu_result_tuple = run_loo_back(cn_choice_symbols)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "上面使用的择时策略AbuWeekMonthBuy本身是一个中性策略，没有明确的方向，即择时策略本身不属于趋势跟踪也不属于均值回复，通过搭配不同的选股策略才能明确择时策略本身的属性，如上例配合形成的趋势跟踪策略。\n",
    "\n",
    "将上例AbuPickStockNTop选股策略中的direction_top=-1, AbuPickStockNTop选股策略中direction_top参数的意义为选取方向，默认为1，即选取涨幅最高的n_top个股票，传递-1即选取跌幅最高的n_top个股票，这样搭配上AbuWeekMonthBuy最终生效的策略将变成一个均值回复策略，买入上一个月**跌幅**最高的top支股票，每一个月进行一次买入操作, 持有一个月后卖出，如下所示："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "买入后卖出的交易数量:70\n",
      "买入后尚未卖出的交易数量:3\n",
      "胜率:58.5714%\n",
      "平均获利期望:8.1669%\n",
      "平均亏损期望:-9.8265%\n",
      "盈亏比:1.1568\n",
      "所有交易收益比例和:0.4988 \n",
      "所有交易总盈亏和:193042.0000 \n"
     ]
    }
   ],
   "source": [
    "stock_pickers = [{'class': AbuPickStockNTop,\n",
    "                  'symbol_pool': cn_choice_symbols, 'n_top': 3, \n",
    "                  'direction_top': -1, 'xd': 20}]\n",
    "buy_factors = [{'class': AbuWeekMonthBuy, 'is_buy_month': True, \n",
    "                'stock_pickers': stock_pickers}]\n",
    "abu_result_tuple = run_loo_back(cn_choice_symbols, only_info=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3. 进一步制造非均衡，提高交易概率优势\n",
    "\n",
    "上面示例了中性择时策略配合选股策略分别形成趋势跟踪与均值回复策略，下面将示例通过选股策略配合原本带属性的择时策略，进一步在整个策略中制造非均衡，提高交易概率优势\n",
    "\n",
    "下面在上一节使用的AbuFactorBuyWD的基础上配合使用AbuPickStockNTop做为选股策略，AbuFactorBuyWD的择时策略为\n",
    "\n",
    "1. 默认以40天为周期(8周)结合涨跌阀值计算周几适合买入\n",
    "2. 回测运行中每一个月重新计算一次上述的周几适合买入\n",
    "3. 在策略日任务中买入信号为：昨天下跌，今天开盘也下跌，且明天是计算出来的上涨概率大的'周几'\n",
    "\n",
    "下面构建AbuPickStockNTop时也以xd=40天为一个周期，计算周期内跌幅最大的3个股票，即整个策略在上面3条择时策略的基础上又添加了一条如下：\n",
    "\n",
    "#### 4. 每一个月计算一次上两个月(xd=40)中跌幅最大的3支股票做为交易目标\n",
    "\n",
    "实现如下所示："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "买入后卖出的交易数量:48\n",
      "买入后尚未卖出的交易数量:0\n",
      "胜率:54.1667%\n",
      "平均获利期望:1.8156%\n",
      "平均亏损期望:-1.7863%\n",
      "盈亏比:1.4292\n",
      "所有交易收益比例和:0.0791 \n",
      "所有交易总盈亏和:56785.2700 \n"
     ]
    }
   ],
   "source": [
    "\"\"\"\n",
    "    xd=40: 为匹配择时策略AbuFactorBuyWD中的默认周期\n",
    "    direction_top=-1: 选取跌幅最高的n_top\n",
    "\"\"\"\n",
    "stock_pickers = [{'class': AbuPickStockNTop,\n",
    "                  'symbol_pool': us_choice_symbols, 'n_top': 3, \n",
    "                  'direction_top': -1, 'xd': 40}]\n",
    "\"\"\"\n",
    "    买入因子AbuFactorBuyWD参数stock_pickers做为买入因子的专属选股因子进行动态选股\n",
    "\"\"\"\n",
    "buy_factors = [{'class': AbuFactorBuyWD, 'stock_pickers': stock_pickers}]\n",
    "# 卖出策略使用AbuFactorSellNDay，sell_n=1即只持有一天\n",
    "sell_factors = [{'class': AbuFactorSellNDay, 'sell_n': 1, 'is_sell_today': True}]\n",
    "abu_result_tuple = run_loo_back(us_choice_symbols, \n",
    "                                start='2013-07-26', end='2016-07-26', only_info=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "回测结果上所示，下面使用上一节不使用选股策略进行配合的回测进行对比，如下："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "买入后卖出的交易数量:146\n",
      "买入后尚未卖出的交易数量:2\n",
      "胜率:53.4247%\n",
      "平均获利期望:1.9614%\n",
      "平均亏损期望:-1.9299%\n",
      "盈亏比:1.1535\n",
      "所有交易收益比例和:0.2369 \n",
      "所有交易总盈亏和:74038.9600 \n"
     ]
    }
   ],
   "source": [
    "buy_factors = [{'class': AbuFactorBuyWD}]\n",
    "sell_factors = [{'class': AbuFactorSellNDay, 'sell_n': 1, 'is_sell_today': True}]\n",
    "abu_result_tuple = run_loo_back(us_choice_symbols, \n",
    "                                start='2013-07-26', end='2016-07-26', only_info=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "对比可以发现使用AbuPickStockNTop选股策略与均值回复的择时策略AbuFactorBuyWD进行配合，更进一步**制造非均衡交易环境**，提高交易概率优势的回测比上一节的回测结果要好一些，但交易数量下降了接近60%，因为择时策略＋选股策略配合形成了一个更加**苛刻**的均值回复策略，量化分析的最大长处即是通过计算机强大的运算能力，在广度上占有绝对优势，即如果是传统人脑的分析方式上述方法是行不通的，因为人的能力范围内所能涉及的交易目标数量有限，上述苛刻条件可能导致交易者很长时间无交易可做，但通过量化交易可以在短时间内完成对不同市场的不同交易目标分析，达到理想的交易数量。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### abu量化文档目录章节\n",
    "\n",
    "1. [择时策略的开发](http://www.abuquant.com/lecture/lecture_1.html)\n",
    "2. [择时策略的优化](http://www.abuquant.com/lecture/lecture_2.html)\n",
    "3. [滑点策略与交易手续费](http://www.abuquant.com/lecture/lecture_3.html)\n",
    "4. [多支股票择时回测与仓位管理](http://www.abuquant.com/lecture/lecture_4.html)\n",
    "5. [选股策略的开发](http://www.abuquant.com/lecture/lecture_5.html)\n",
    "6. [回测结果的度量](http://www.abuquant.com/lecture/lecture_6.html)\n",
    "7. [寻找策略最优参数和评分](http://www.abuquant.com/lecture/lecture_7.html)\n",
    "8. [A股市场的回测](http://www.abuquant.com/lecture/lecture_8.html)\n",
    "9. [港股市场的回测](http://www.abuquant.com/lecture/lecture_9.html)\n",
    "10. [比特币，莱特币的回测](http://www.abuquant.com/lecture/lecture_10.html)\n",
    "11. [期货市场的回测](http://www.abuquant.com/lecture/lecture_11.html)\n",
    "12. [机器学习与比特币示例](http://www.abuquant.com/lecture/lecture_12.html)\n",
    "13. [量化技术分析应用](http://www.abuquant.com/lecture/lecture_13.html)\n",
    "14. [量化相关性分析应用](http://www.abuquant.com/lecture/lecture_14.html)\n",
    "15. [量化交易和搜索引擎](http://www.abuquant.com/lecture/lecture_15.html)\n",
    "16. [UMP主裁交易决策](http://www.abuquant.com/lecture/lecture_16.html)\n",
    "17. [UMP边裁交易决策](http://www.abuquant.com/lecture/lecture_17.html)\n",
    "18. [自定义裁判决策交易](http://www.abuquant.com/lecture/lecture_18.html)\n",
    "19. [数据源](http://www.abuquant.com/lecture/lecture_19.html)\n",
    "20. [A股全市场回测](http://www.abuquant.com/lecture/lecture_20.html)\n",
    "21. [A股UMP决策](http://www.abuquant.com/lecture/lecture_21.html)\n",
    "22. [美股全市场回测](http://www.abuquant.com/lecture/lecture_22.html)\n",
    "23. [美股UMP决策](http://www.abuquant.com/lecture/lecture_23.html)\n",
    "\n",
    "abu量化系统文档教程持续更新中，请关注公众号中的更新提醒。\n",
    "\n",
    "#### 《量化交易之路》目录章节及随书代码地址\n",
    "\n",
    "1. [第二章 量化语言——Python](https://github.com/bbfamily/abu/tree/master/ipython/第二章-量化语言——Python.ipynb)\n",
    "2. [第三章 量化工具——NumPy](https://github.com/bbfamily/abu/tree/master/ipython/第三章-量化工具——NumPy.ipynb)\n",
    "3. [第四章 量化工具——pandas](https://github.com/bbfamily/abu/tree/master/ipython/第四章-量化工具——pandas.ipynb)\n",
    "4. [第五章 量化工具——可视化](https://github.com/bbfamily/abu/tree/master/ipython/第五章-量化工具——可视化.ipynb)\n",
    "5. [第六章 量化工具——数学：你一生的追求到底能带来多少幸福](https://github.com/bbfamily/abu/tree/master/ipython/第六章-量化工具——数学.ipynb)\n",
    "6. [第七章 量化系统——入门：三只小猪股票投资的故事](https://github.com/bbfamily/abu/tree/master/ipython/第七章-量化系统——入门.ipynb)\n",
    "7. [第八章 量化系统——开发](https://github.com/bbfamily/abu/tree/master/ipython/第八章-量化系统——开发.ipynb)\n",
    "8. [第九章 量化系统——度量与优化](https://github.com/bbfamily/abu/tree/master/ipython/第九章-量化系统——度量与优化.ipynb)\n",
    "9. [第十章 量化系统——机器学习•猪老三](https://github.com/bbfamily/abu/tree/master/ipython/第十章-量化系统——机器学习•猪老三.ipynb)\n",
    "10. [第十一章 量化系统——机器学习•ABU](https://github.com/bbfamily/abu/tree/master/ipython/第十一章-量化系统——机器学习•ABU.ipynb)\n",
    "11. [附录A 量化环境部署](https://github.com/bbfamily/abu/tree/master/ipython/附录A-量化环境部署.ipynb)\n",
    "12. [附录B 量化相关性分析](https://github.com/bbfamily/abu/tree/master/ipython/附录B-量化相关性分析.ipynb)\n",
    "13. [附录C 量化统计分析及指标应用](https://github.com/bbfamily/abu/tree/master/ipython/附录C-量化统计分析及指标应用.ipynb)\n",
    "\n",
    "[更多阿布量化量化技术文章](http://www.abuquant.com/article)\n",
    "\n",
    "\n",
    "更多关于量化交易相关请阅读[《量化交易之路》](http://www.abuquant.com/books/quantify-trading-road.html)\n",
    "\n",
    "更多关于量化交易与机器学习相关请阅读[《机器学习之路》](http://www.abuquant.com/books/machine-learning-road.html)\n",
    "\n",
    "更多关于abu量化系统请关注微信公众号: abu_quant\n",
    "\n",
    "![](./image/qrcode.jpg)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.2"
  },
  "widgets": {
   "state": {
    "c0b89918956049b1bf85daea466051be": {
     "views": [
      {
       "cell_index": 5
      }
     ]
    }
   },
   "version": "1.2.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
